Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 23436 |
| Missing cells | 352 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 15 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 6.6 MiB |
| Average record size in memory | 296.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 17 |
| Unsupported | 3 |
| Text | 3 |
| Boolean | 1 |
| Dataset has 15 (0.1%) duplicate rows | Duplicates |
Department is highly overall correlated with Education and 15 other fields | High correlation |
Education is highly overall correlated with Department and 4 other fields | High correlation |
EducationField is highly overall correlated with Department and 9 other fields | High correlation |
Employee Source is highly overall correlated with Department and 12 other fields | High correlation |
EnvironmentSatisfaction is highly overall correlated with Department and 12 other fields | High correlation |
Gender is highly overall correlated with Department and 18 other fields | High correlation |
JobInvolvement is highly overall correlated with Department and 12 other fields | High correlation |
JobLevel is highly overall correlated with JobRole and 1 other fields | High correlation |
JobRole is highly overall correlated with Department and 13 other fields | High correlation |
JobSatisfaction is highly overall correlated with Employee Source and 13 other fields | High correlation |
MaritalStatus is highly overall correlated with Employee Source and 13 other fields | High correlation |
NumCompaniesWorked is highly overall correlated with Department and 12 other fields | High correlation |
Over18 is highly overall correlated with Department and 18 other fields | High correlation |
OverTime is highly overall correlated with Department and 17 other fields | High correlation |
PercentSalaryHike is highly overall correlated with Department and 12 other fields | High correlation |
PerformanceRating is highly overall correlated with Department and 18 other fields | High correlation |
StandardHours is highly overall correlated with Department and 18 other fields | High correlation |
StockOptionLevel is highly overall correlated with Employee Source and 13 other fields | High correlation |
TotalWorkingYears is highly overall correlated with JobLevel and 1 other fields | High correlation |
TrainingTimesLastYear is highly overall correlated with Department and 12 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with Department and 8 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with Department and 7 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
Gender is highly imbalanced (51.4%) | Imbalance |
Over18 is highly imbalanced (99.9%) | Imbalance |
PerformanceRating is highly imbalanced (68.8%) | Imbalance |
StandardHours is highly imbalanced (99.9%) | Imbalance |
EnvironmentSatisfaction is highly skewed (γ1 = 108.2353204) | Skewed |
NumCompaniesWorked is highly skewed (γ1 = 144.5986932) | Skewed |
DistanceFromHome is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
EmployeeCount is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Application ID is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
NumCompaniesWorked has 3176 (13.6%) zeros | Zeros |
TrainingTimesLastYear has 871 (3.7%) zeros | Zeros |
YearsAtCompany has 740 (3.2%) zeros | Zeros |
YearsInCurrentRole has 3925 (16.7%) zeros | Zeros |
YearsSinceLastPromotion has 9271 (39.6%) zeros | Zeros |
YearsWithCurrManager has 4197 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-20 20:12:47.211619 |
|---|---|
| Analysis finished | 2024-09-20 20:13:16.543524 |
| Duration | 29.33 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.936671 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1374318 |
|---|---|
| Coefficient of variation (CV) | 0.24738104 |
| Kurtosis | -0.40829426 |
| Mean | 36.936671 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.41022185 |
| Sum | 865537 |
| Variance | 83.49266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 1230 | 5.2% |
| 35 | 1227 | 5.2% |
| 36 | 1106 | 4.7% |
| 31 | 1085 | 4.6% |
| 29 | 1075 | 4.6% |
| 32 | 984 | 4.2% |
| 30 | 952 | 4.1% |
| 38 | 945 | 4.0% |
| 33 | 927 | 4.0% |
| 40 | 893 | 3.8% |
| Other values (33) | 13009 |
| Value | Count | Frequency (%) |
| 18 | 127 | 0.5% |
| 19 | 143 | 0.6% |
| 20 | 175 | 0.7% |
| 21 | 213 | 0.9% |
| 22 | 257 | 1.1% |
| 23 | 223 | 1.0% |
| 24 | 416 | |
| 25 | 416 | |
| 26 | 612 | |
| 27 | 773 |
| Value | Count | Frequency (%) |
| 60 | 80 | 0.3% |
| 59 | 161 | |
| 58 | 224 | |
| 57 | 63 | 0.3% |
| 56 | 223 | |
| 55 | 349 | |
| 54 | 287 | |
| 53 | 309 | |
| 52 | 288 | |
| 51 | 302 |
Attrition
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13 |
| Missing (%) | 0.1% |
| Memory size | 183.2 KiB |
| Current employee | |
|---|---|
| Voluntary Resignation |
Length
| Max length | 21 |
|---|---|
| Median length | 16 |
| Mean length | 16.791743 |
| Min length | 16 |
Characters and Unicode
| Total characters | 393313 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Voluntary Resignation |
|---|---|
| 2nd row | Voluntary Resignation |
| 3rd row | Voluntary Resignation |
| 4th row | Voluntary Resignation |
| 5th row | Voluntary Resignation |
Common Values
| Value | Count | Frequency (%) |
| Current employee | 19714 | |
| Voluntary Resignation | 3709 | 15.8% |
| (Missing) | 13 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| current | 19714 | |
| employee | 19714 | |
| voluntary | 3709 | 7.9% |
| resignation | 3709 | 7.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 82565 | |
| r | 43137 | |
| n | 30841 | 7.8% |
| t | 27132 | 6.9% |
| o | 27132 | 6.9% |
| u | 23423 | 6.0% |
| y | 23423 | 6.0% |
| 23423 | 6.0% | |
| l | 23423 | 6.0% |
| C | 19714 | 5.0% |
| Other values (8) | 69100 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 393313 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 82565 | |
| r | 43137 | |
| n | 30841 | 7.8% |
| t | 27132 | 6.9% |
| o | 27132 | 6.9% |
| u | 23423 | 6.0% |
| y | 23423 | 6.0% |
| 23423 | 6.0% | |
| l | 23423 | 6.0% |
| C | 19714 | 5.0% |
| Other values (8) | 69100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 393313 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 82565 | |
| r | 43137 | |
| n | 30841 | 7.8% |
| t | 27132 | 6.9% |
| o | 27132 | 6.9% |
| u | 23423 | 6.0% |
| y | 23423 | 6.0% |
| 23423 | 6.0% | |
| l | 23423 | 6.0% |
| C | 19714 | 5.0% |
| Other values (8) | 69100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 393313 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 82565 | |
| r | 43137 | |
| n | 30841 | 7.8% |
| t | 27132 | 6.9% |
| o | 27132 | 6.9% |
| u | 23423 | 6.0% |
| y | 23423 | 6.0% |
| 23423 | 6.0% | |
| l | 23423 | 6.0% |
| C | 19714 | 5.0% |
| Other values (8) | 69100 |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.446773 |
| Min length | 10 |
Characters and Unicode
| Total characters | 315031 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 16620 | |
| Travel_Frequently | 4413 | 18.8% |
| Non-Travel | 2395 | 10.2% |
| (Missing) | 8 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 16620 | |
| travel_frequently | 4413 | 18.8% |
| non-travel | 2395 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 48874 | |
| l | 44461 | |
| r | 44461 | |
| a | 40048 | |
| T | 23428 | |
| v | 23428 | |
| _ | 21033 | |
| y | 21033 | |
| R | 16620 | 5.3% |
| n | 6808 | 2.2% |
| Other values (7) | 24837 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 315031 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 48874 | |
| l | 44461 | |
| r | 44461 | |
| a | 40048 | |
| T | 23428 | |
| v | 23428 | |
| _ | 21033 | |
| y | 21033 | |
| R | 16620 | 5.3% |
| n | 6808 | 2.2% |
| Other values (7) | 24837 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 315031 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 48874 | |
| l | 44461 | |
| r | 44461 | |
| a | 40048 | |
| T | 23428 | |
| v | 23428 | |
| _ | 21033 | |
| y | 21033 | |
| R | 16620 | 5.3% |
| n | 6808 | 2.2% |
| Other values (7) | 24837 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 315031 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 48874 | |
| l | 44461 | |
| r | 44461 | |
| a | 40048 | |
| T | 23428 | |
| v | 23428 | |
| _ | 21033 | |
| y | 21033 | |
| R | 16620 | 5.3% |
| n | 6808 | 2.2% |
| Other values (7) | 24837 |
DailyRate
Real number (ℝ)
| Distinct | 883 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 12 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 801.82877 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 164 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1423 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.20617 |
|---|---|
| Coefficient of variation (CV) | 0.5028582 |
| Kurtosis | -1.2047853 |
| Mean | 801.82877 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.0046440396 |
| Sum | 18782037 |
| Variance | 162575.21 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 99 | 0.4% |
| 408 | 81 | 0.3% |
| 1329 | 80 | 0.3% |
| 530 | 79 | 0.3% |
| 1082 | 79 | 0.3% |
| 329 | 79 | 0.3% |
| 427 | 68 | 0.3% |
| 334 | 67 | 0.3% |
| 950 | 65 | 0.3% |
| 1125 | 65 | 0.3% |
| Other values (873) | 22662 |
| Value | Count | Frequency (%) |
| 102 | 16 | 0.1% |
| 103 | 18 | 0.1% |
| 104 | 16 | 0.1% |
| 105 | 15 | 0.1% |
| 106 | 16 | 0.1% |
| 107 | 16 | 0.1% |
| 109 | 15 | 0.1% |
| 111 | 47 | |
| 115 | 16 | 0.1% |
| 116 | 32 |
| Value | Count | Frequency (%) |
| 1499 | 15 | 0.1% |
| 1498 | 16 | 0.1% |
| 1496 | 32 | |
| 1495 | 48 | |
| 1492 | 16 | 0.1% |
| 1490 | 62 | |
| 1488 | 16 | 0.1% |
| 1485 | 46 | |
| 1482 | 16 | 0.1% |
| 1480 | 32 |
Department
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 1019 |
| 1296 | 1 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.528324 |
| Min length | 4 |
Characters and Unicode
| Total characters | 387176 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Sales |
| 3rd row | Sales |
| 4th row | Sales |
| 5th row | Sales |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 15286 | |
| Sales | 7119 | |
| Human Resources | 1019 | 4.3% |
| 1296 | 1 | < 0.1% |
| (Missing) | 11 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 15286 | |
| 15286 | ||
| development | 15286 | |
| sales | 7119 | |
| human | 1019 | 1.9% |
| resources | 1019 | 1.9% |
| 1296 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 85587 | |
| 31591 | 8.2% | |
| s | 24443 | 6.3% |
| a | 23424 | 6.0% |
| l | 22405 | 5.8% |
| R | 16305 | 4.2% |
| c | 16305 | 4.2% |
| r | 16305 | 4.2% |
| m | 16305 | 4.2% |
| n | 16305 | 4.2% |
| Other values (14) | 118201 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 387176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 85587 | |
| 31591 | 8.2% | |
| s | 24443 | 6.3% |
| a | 23424 | 6.0% |
| l | 22405 | 5.8% |
| R | 16305 | 4.2% |
| c | 16305 | 4.2% |
| r | 16305 | 4.2% |
| m | 16305 | 4.2% |
| n | 16305 | 4.2% |
| Other values (14) | 118201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 387176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 85587 | |
| 31591 | 8.2% | |
| s | 24443 | 6.3% |
| a | 23424 | 6.0% |
| l | 22405 | 5.8% |
| R | 16305 | 4.2% |
| c | 16305 | 4.2% |
| r | 16305 | 4.2% |
| m | 16305 | 4.2% |
| n | 16305 | 4.2% |
| Other values (14) | 118201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 387176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 85587 | |
| 31591 | 8.2% | |
| s | 24443 | 6.3% |
| a | 23424 | 6.0% |
| l | 22405 | 5.8% |
| R | 16305 | 4.2% |
| c | 16305 | 4.2% |
| r | 16305 | 4.2% |
| m | 16305 | 4.2% |
| n | 16305 | 4.2% |
| Other values (14) | 118201 |
DistanceFromHome
Unsupported
REJECTED  UNSUPPORTED 
| Missing | 9 |
|---|---|
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
Education
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 12 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9100495 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.024931 |
|---|---|
| Coefficient of variation (CV) | 0.35220396 |
| Kurtosis | -0.56488289 |
| Mean | 2.9100495 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.28426054 |
| Sum | 68165 |
| Variance | 1.0504835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9098 | |
| 4 | 6321 | |
| 2 | 4517 | |
| 1 | 2722 | 11.6% |
| 5 | 765 | 3.3% |
| 6 | 1 | < 0.1% |
| (Missing) | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2722 | 11.6% |
| 2 | 4517 | |
| 3 | 9098 | |
| 4 | 6321 | |
| 5 | 765 | 3.3% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 765 | 3.3% |
| 4 | 6321 | |
| 3 | 9098 | |
| 2 | 4517 | |
| 1 | 2722 | 11.6% |
EducationField
Categorical
HIGH CORRELATION 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other | |
| Other values (3) | 448 |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.54403 |
| Min length | 1 |
Characters and Unicode
| Total characters | 247015 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Life Sciences |
| 4th row | Life Sciences |
| 5th row | Life Sciences |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 9701 | |
| Medical | 7337 | |
| Marketing | 2541 | 10.8% |
| Technical Degree | 2089 | 8.9% |
| Other | 1311 | 5.6% |
| Human Resources | 446 | 1.9% |
| 3 | 1 | < 0.1% |
| Test | 1 | < 0.1% |
| (Missing) | 9 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 9701 | |
| sciences | 9701 | |
| medical | 7337 | |
| marketing | 2541 | 7.1% |
| technical | 2089 | 5.9% |
| degree | 2089 | 5.9% |
| other | 1311 | 3.7% |
| human | 446 | 1.3% |
| resources | 446 | 1.3% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 49541 | |
| i | 31369 | |
| c | 31363 | |
| n | 14777 | 6.0% |
| a | 12413 | 5.0% |
| 12236 | 5.0% | |
| s | 10594 | 4.3% |
| M | 9878 | 4.0% |
| f | 9701 | 3.9% |
| S | 9701 | 3.9% |
| Other values (17) | 55442 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 247015 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 49541 | |
| i | 31369 | |
| c | 31363 | |
| n | 14777 | 6.0% |
| a | 12413 | 5.0% |
| 12236 | 5.0% | |
| s | 10594 | 4.3% |
| M | 9878 | 4.0% |
| f | 9701 | 3.9% |
| S | 9701 | 3.9% |
| Other values (17) | 55442 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 247015 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 49541 | |
| i | 31369 | |
| c | 31363 | |
| n | 14777 | 6.0% |
| a | 12413 | 5.0% |
| 12236 | 5.0% | |
| s | 10594 | 4.3% |
| M | 9878 | 4.0% |
| f | 9701 | 3.9% |
| S | 9701 | 3.9% |
| Other values (17) | 55442 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 247015 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 49541 | |
| i | 31369 | |
| c | 31363 | |
| n | 14777 | 6.0% |
| a | 12413 | 5.0% |
| 12236 | 5.0% | |
| s | 10594 | 4.3% |
| M | 9878 | 4.0% |
| f | 9701 | 3.9% |
| S | 9701 | 3.9% |
| Other values (17) | 55442 |
EmployeeCount
Unsupported
REJECTED  UNSUPPORTED 
| Missing | 5 |
|---|---|
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
EmployeeNumber
Text
| Distinct | 23366 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.5260081 |
| Min length | 1 |
Characters and Unicode
| Total characters | 106067 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 23327 ? |
|---|---|
| Unique (%) | 99.5% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 7 |
| 4th row | 8 |
| 5th row | 9 |
| Value | Count | Frequency (%) |
| 1 | 7 | < 0.1% |
| 23244 | 7 | < 0.1% |
| 6325 | 6 | < 0.1% |
| 10442 | 5 | < 0.1% |
| 12078 | 4 | < 0.1% |
| 9568 | 4 | < 0.1% |
| 12686 | 4 | < 0.1% |
| 10024 | 4 | < 0.1% |
| 35 | 4 | < 0.1% |
| 17031 | 3 | < 0.1% |
| Other values (23355) | 23387 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20056 | |
| 2 | 13531 | |
| 3 | 9577 | |
| 4 | 9040 | |
| 5 | 8993 | |
| 0 | 8991 | |
| 6 | 8990 | |
| 8 | 8965 | |
| 7 | 8962 | |
| 9 | 8947 | |
| Other values (9) | 15 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 106067 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20056 | |
| 2 | 13531 | |
| 3 | 9577 | |
| 4 | 9040 | |
| 5 | 8993 | |
| 0 | 8991 | |
| 6 | 8990 | |
| 8 | 8965 | |
| 7 | 8962 | |
| 9 | 8947 | |
| Other values (9) | 15 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 106067 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20056 | |
| 2 | 13531 | |
| 3 | 9577 | |
| 4 | 9040 | |
| 5 | 8993 | |
| 0 | 8991 | |
| 6 | 8990 | |
| 8 | 8965 | |
| 7 | 8962 | |
| 9 | 8947 | |
| Other values (9) | 15 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 106067 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20056 | |
| 2 | 13531 | |
| 3 | 9577 | |
| 4 | 9040 | |
| 5 | 8993 | |
| 0 | 8991 | |
| 6 | 8990 | |
| 8 | 8965 | |
| 7 | 8962 | |
| 9 | 8947 | |
| Other values (9) | 15 | < 0.1% |
Application ID
Unsupported
REJECTED  UNSUPPORTED 
| Missing | 3 |
|---|---|
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
EnvironmentSatisfaction
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.681777 |
| Minimum | 1 |
|---|---|
| Maximum | 129588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 129588 |
| Range | 129587 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1186.5444 |
|---|---|
| Coefficient of variation (CV) | 86.724432 |
| Kurtosis | 11714.866 |
| Mean | 13.681777 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 108.23532 |
| Sum | 320523 |
| Variance | 1407887.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 7196 | |
| 4 | 7110 | |
| 1 | 4580 | |
| 2 | 4539 | |
| 127249 | 1 | < 0.1% |
| 129588 | 1 | < 0.1% |
| (Missing) | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4580 | |
| 2 | 4539 | |
| 3 | 7196 | |
| 4 | 7110 | |
| 127249 | 1 | < 0.1% |
| 129588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 129588 | 1 | < 0.1% |
| 127249 | 1 | < 0.1% |
| 4 | 7110 | |
| 3 | 7196 | |
| 2 | 4539 | |
| 1 | 4580 |
Gender
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Male | |
|---|---|
| Female | |
| 1 | 1 |
| 2 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.799539 |
| Min length | 1 |
Characters and Unicode
| Total characters | 112434 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 14056 | |
| Female | 9368 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| (Missing) | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 14056 | |
| female | 9368 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 32792 | |
| a | 23424 | |
| l | 23424 | |
| M | 14056 | |
| F | 9368 | 8.3% |
| m | 9368 | 8.3% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 112434 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 32792 | |
| a | 23424 | |
| l | 23424 | |
| M | 14056 | |
| F | 9368 | 8.3% |
| m | 9368 | 8.3% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 112434 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 32792 | |
| a | 23424 | |
| l | 23424 | |
| M | 14056 | |
| F | 9368 | 8.3% |
| m | 9368 | 8.3% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 112434 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 32792 | |
| a | 23424 | |
| l | 23424 | |
| M | 14056 | |
| F | 9368 | 8.3% |
| m | 9368 | 8.3% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
HourlyRate
Text
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0128484 |
| Min length | 2 |
Characters and Unicode
| Total characters | 47155 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 94 |
|---|---|
| 2nd row | 94 |
| 3rd row | 94 |
| 4th row | 94 |
| 5th row | 94 |
| Value | Count | Frequency (%) |
| 66 | 480 | 2.0% |
| 48 | 447 | 1.9% |
| 98 | 447 | 1.9% |
| 42 | 445 | 1.9% |
| 84 | 444 | 1.9% |
| 96 | 436 | 1.9% |
| 79 | 431 | 1.8% |
| 87 | 417 | 1.8% |
| 57 | 416 | 1.8% |
| 56 | 410 | 1.8% |
| Other values (63) | 19054 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 5798 | |
| 4 | 5789 | |
| 8 | 5760 | |
| 7 | 5744 | |
| 9 | 5640 | |
| 5 | 5502 | |
| 3 | 4958 | |
| 2 | 2799 | |
| 0 | 2698 | |
| 1 | 2457 | |
| Other values (6) | 10 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47155 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 5798 | |
| 4 | 5789 | |
| 8 | 5760 | |
| 7 | 5744 | |
| 9 | 5640 | |
| 5 | 5502 | |
| 3 | 4958 | |
| 2 | 2799 | |
| 0 | 2698 | |
| 1 | 2457 | |
| Other values (6) | 10 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47155 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 5798 | |
| 4 | 5789 | |
| 8 | 5760 | |
| 7 | 5744 | |
| 9 | 5640 | |
| 5 | 5502 | |
| 3 | 4958 | |
| 2 | 2799 | |
| 0 | 2698 | |
| 1 | 2457 | |
| Other values (6) | 10 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47155 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 5798 | |
| 4 | 5789 | |
| 8 | 5760 | |
| 7 | 5744 | |
| 9 | 5640 | |
| 5 | 5502 | |
| 3 | 4958 | |
| 2 | 2799 | |
| 0 | 2698 | |
| 1 | 2457 | |
| Other values (6) | 10 | < 0.1% |
JobInvolvement
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7338114 |
| Minimum | 1 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 54 |
| Range | 53 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.83686021 |
|---|---|
| Coefficient of variation (CV) | 0.30611483 |
| Kurtosis | 934.31609 |
| Mean | 2.7338114 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.816353 |
| Sum | 64045 |
| Variance | 0.70033501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 13853 | |
| 2 | 5973 | |
| 4 | 2280 | 9.7% |
| 1 | 1319 | 5.6% |
| 47 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| (Missing) | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1319 | 5.6% |
| 2 | 5973 | |
| 3 | 13853 | |
| 4 | 2280 | 9.7% |
| 47 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 54 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 4 | 2280 | 9.7% |
| 3 | 13853 | |
| 2 | 5973 | |
| 1 | 1319 | 5.6% |
JobLevel
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | |
| 5.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 70287 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 8641 | |
| 2.0 | 8526 | |
| 3.0 | 3475 | |
| 4.0 | 1695 | 7.2% |
| 5.0 | 1092 | 4.7% |
| (Missing) | 7 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 8641 | |
| 2.0 | 8526 | |
| 3.0 | 3475 | |
| 4.0 | 1695 | 7.2% |
| 5.0 | 1092 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 23429 | |
| 0 | 23429 | |
| 1 | 8641 | 12.3% |
| 2 | 8526 | 12.1% |
| 3 | 3475 | 4.9% |
| 4 | 1695 | 2.4% |
| 5 | 1092 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70287 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 23429 | |
| 0 | 23429 | |
| 1 | 8641 | 12.3% |
| 2 | 8526 | 12.1% |
| 3 | 3475 | 4.9% |
| 4 | 1695 | 2.4% |
| 5 | 1092 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70287 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 23429 | |
| 0 | 23429 | |
| 1 | 8641 | 12.3% |
| 2 | 8526 | 12.1% |
| 3 | 3475 | 4.9% |
| 4 | 1695 | 2.4% |
| 5 | 1092 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70287 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 23429 | |
| 0 | 23429 | |
| 1 | 8641 | 12.3% |
| 2 | 8526 | 12.1% |
| 3 | 3475 | 4.9% |
| 4 | 1695 | 2.4% |
| 5 | 1092 | 1.6% |
JobRole
Categorical
HIGH CORRELATION 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (6) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.108465 |
| Min length | 1 |
Characters and Unicode
| Total characters | 424227 |
|---|---|
| Distinct characters | 31 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Sales Executive |
|---|---|
| 2nd row | Sales Executive |
| 3rd row | Sales Executive |
| 4th row | Sales Executive |
| 5th row | Sales Executive |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 5111 | |
| Research Scientist | 4634 | |
| Laboratory Technician | 4162 | |
| Manufacturing Director | 2376 | |
| Healthcare Representative | 2104 | |
| Manager | 1600 | 6.8% |
| Sales Representative | 1306 | 5.6% |
| Research Director | 1287 | 5.5% |
| Human Resources | 845 | 3.6% |
| 5 | 1 | < 0.1% |
| (Missing) | 9 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| sales | 6417 | |
| research | 5921 | |
| executive | 5111 | |
| scientist | 4634 | |
| laboratory | 4162 | |
| technician | 4162 | |
| director | 3663 | |
| representative | 3410 | |
| manufacturing | 2376 | 5.3% |
| healthcare | 2104 | 4.6% |
| Other values (5) | 3292 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 62078 | |
| a | 41239 | 9.7% |
| t | 33504 | 7.9% |
| c | 32978 | 7.8% |
| i | 32152 | 7.6% |
| r | 31906 | 7.5% |
| n | 23565 | 5.6% |
| s | 22072 | 5.2% |
| 21825 | 5.1% | |
| o | 12832 | 3.0% |
| Other values (21) | 110076 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 424227 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 62078 | |
| a | 41239 | 9.7% |
| t | 33504 | 7.9% |
| c | 32978 | 7.8% |
| i | 32152 | 7.6% |
| r | 31906 | 7.5% |
| n | 23565 | 5.6% |
| s | 22072 | 5.2% |
| 21825 | 5.1% | |
| o | 12832 | 3.0% |
| Other values (21) | 110076 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 424227 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 62078 | |
| a | 41239 | 9.7% |
| t | 33504 | 7.9% |
| c | 32978 | 7.8% |
| i | 32152 | 7.6% |
| r | 31906 | 7.5% |
| n | 23565 | 5.6% |
| s | 22072 | 5.2% |
| 21825 | 5.1% | |
| o | 12832 | 3.0% |
| Other values (21) | 110076 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 424227 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 62078 | |
| a | 41239 | 9.7% |
| t | 33504 | 7.9% |
| c | 32978 | 7.8% |
| i | 32152 | 7.6% |
| r | 31906 | 7.5% |
| n | 23565 | 5.6% |
| s | 22072 | 5.2% |
| 21825 | 5.1% | |
| o | 12832 | 3.0% |
| Other values (21) | 110076 |
JobSatisfaction
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 | |
| Manager | 2 |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.0005122 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23439 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| Manager | 2 | < 0.1% |
| (Missing) | 9 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| manager | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| a | 4 | < 0.1% |
| M | 2 | < 0.1% |
| n | 2 | < 0.1% |
| g | 2 | < 0.1% |
| e | 2 | < 0.1% |
| r | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23439 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| a | 4 | < 0.1% |
| M | 2 | < 0.1% |
| n | 2 | < 0.1% |
| g | 2 | < 0.1% |
| e | 2 | < 0.1% |
| r | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23439 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| a | 4 | < 0.1% |
| M | 2 | < 0.1% |
| n | 2 | < 0.1% |
| g | 2 | < 0.1% |
| e | 2 | < 0.1% |
| r | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23439 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 7276 | |
| 3 | 7088 | |
| 1 | 4605 | |
| 2 | 4456 | |
| a | 4 | < 0.1% |
| M | 2 | < 0.1% |
| n | 2 | < 0.1% |
| g | 2 | < 0.1% |
| e | 2 | < 0.1% |
| r | 2 | < 0.1% |
MaritalStatus
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced | |
| 4 | 2 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9015582 |
| Min length | 1 |
Characters and Unicode
| Total characters | 161669 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 10709 | |
| Single | 7504 | |
| Divorced | 5210 | |
| 4 | 2 | < 0.1% |
| (Missing) | 11 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 10709 | |
| single | 7504 | |
| divorced | 5210 | |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 26628 | |
| e | 23423 | |
| i | 23423 | |
| d | 15919 | |
| M | 10709 | |
| a | 10709 | |
| S | 7504 | 4.6% |
| n | 7504 | 4.6% |
| g | 7504 | 4.6% |
| l | 7504 | 4.6% |
| Other values (5) | 20842 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 161669 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 26628 | |
| e | 23423 | |
| i | 23423 | |
| d | 15919 | |
| M | 10709 | |
| a | 10709 | |
| S | 7504 | 4.6% |
| n | 7504 | 4.6% |
| g | 7504 | 4.6% |
| l | 7504 | 4.6% |
| Other values (5) | 20842 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 161669 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 26628 | |
| e | 23423 | |
| i | 23423 | |
| d | 15919 | |
| M | 10709 | |
| a | 10709 | |
| S | 7504 | 4.6% |
| n | 7504 | 4.6% |
| g | 7504 | 4.6% |
| l | 7504 | 4.6% |
| Other values (5) | 20842 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 161669 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 26628 | |
| e | 23423 | |
| i | 23423 | |
| d | 15919 | |
| M | 10709 | |
| a | 10709 | |
| S | 7504 | 4.6% |
| n | 7504 | 4.6% |
| g | 7504 | 4.6% |
| l | 7504 | 4.6% |
| Other values (5) | 20842 |
MonthlyIncome
Text
| Distinct | 1351 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 13 |
| Missing (%) | 0.1% |
| Memory size | 183.2 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.1909661 |
| Min length | 4 |
Characters and Unicode
| Total characters | 98165 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 5993 |
|---|---|
| 2nd row | 5993 |
| 3rd row | 5993 |
| 4th row | 5993 |
| 5th row | 5993 |
| Value | Count | Frequency (%) |
| 2342 | 66 | 0.3% |
| 2559 | 54 | 0.2% |
| 2380 | 49 | 0.2% |
| 2741 | 48 | 0.2% |
| 6347 | 48 | 0.2% |
| 2610 | 48 | 0.2% |
| 5562 | 48 | 0.2% |
| 6142 | 47 | 0.2% |
| 2451 | 47 | 0.2% |
| 3452 | 46 | 0.2% |
| Other values (1341) | 22922 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 13215 | |
| 1 | 11715 | |
| 4 | 11000 | |
| 3 | 10288 | |
| 6 | 9525 | |
| 5 | 9348 | |
| 7 | 8688 | |
| 9 | 8436 | |
| 0 | 8235 | |
| 8 | 7702 | |
| Other values (10) | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 98165 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 13215 | |
| 1 | 11715 | |
| 4 | 11000 | |
| 3 | 10288 | |
| 6 | 9525 | |
| 5 | 9348 | |
| 7 | 8688 | |
| 9 | 8436 | |
| 0 | 8235 | |
| 8 | 7702 | |
| Other values (10) | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 98165 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 13215 | |
| 1 | 11715 | |
| 4 | 11000 | |
| 3 | 10288 | |
| 6 | 9525 | |
| 5 | 9348 | |
| 7 | 8688 | |
| 9 | 8436 | |
| 0 | 8235 | |
| 8 | 7702 | |
| Other values (10) | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 98165 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 13215 | |
| 1 | 11715 | |
| 4 | 11000 | |
| 3 | 10288 | |
| 6 | 9525 | |
| 5 | 9348 | |
| 7 | 8688 | |
| 9 | 8436 | |
| 0 | 8235 | |
| 8 | 7702 | |
| Other values (10) | 13 | < 0.1% |
MonthlyRate
Real number (ℝ)
| Distinct | 1429 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14304.344 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3395 |
| Q1 | 8053 |
| median | 14222 |
| Q3 | 20460 |
| 95-th percentile | 25412 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12407 |
Descriptive statistics
| Standard deviation | 7102.6363 |
|---|---|
| Coefficient of variation (CV) | 0.49653702 |
| Kurtosis | -1.2148608 |
| Mean | 14304.344 |
| Median Absolute Deviation (MAD) | 6204 |
| Skewness | 0.019498803 |
| Sum | 3.3507925 × 108 |
| Variance | 50447442 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9150 | 53 | 0.2% |
| 4223 | 49 | 0.2% |
| 19373 | 34 | 0.1% |
| 21534 | 33 | 0.1% |
| 22074 | 32 | 0.1% |
| 11652 | 32 | 0.1% |
| 15891 | 32 | 0.1% |
| 8952 | 32 | 0.1% |
| 2125 | 32 | 0.1% |
| 24444 | 32 | 0.1% |
| Other values (1419) | 23064 |
| Value | Count | Frequency (%) |
| 2094 | 16 | |
| 2097 | 15 | |
| 2104 | 16 | |
| 2112 | 15 | |
| 2122 | 16 | |
| 2125 | 32 | |
| 2137 | 16 | |
| 2227 | 16 | |
| 2243 | 16 | |
| 2253 | 16 |
| Value | Count | Frequency (%) |
| 26999 | 16 | |
| 26997 | 14 | |
| 26968 | 16 | |
| 26959 | 15 | |
| 26956 | 16 | |
| 26933 | 16 | |
| 26914 | 16 | |
| 26897 | 15 | |
| 26894 | 15 | |
| 26862 | 16 |
NumCompaniesWorked
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8877791 |
| Minimum | 0 |
|---|---|
| Maximum | 23258 |
| Zeros | 3176 |
| Zeros (%) | 13.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 23258 |
| Range | 23258 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 155.3329 |
|---|---|
| Coefficient of variation (CV) | 39.954149 |
| Kurtosis | 21486.887 |
| Mean | 3.8877791 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 144.59869 |
| Sum | 91079 |
| Variance | 24128.311 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8311 | |
| 0 | 3176 | 13.6% |
| 3 | 2508 | 10.7% |
| 2 | 2330 | 9.9% |
| 4 | 2208 | 9.4% |
| 7 | 1171 | 5.0% |
| 6 | 1108 | 4.7% |
| 5 | 1002 | 4.3% |
| 9 | 818 | 3.5% |
| 8 | 793 | 3.4% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3176 | 13.6% |
| 1 | 8311 | |
| 2 | 2330 | 9.9% |
| 3 | 2508 | 10.7% |
| 4 | 2208 | 9.4% |
| 5 | 1002 | 4.3% |
| 6 | 1108 | 4.7% |
| 7 | 1171 | 5.0% |
| 8 | 793 | 3.4% |
| 9 | 818 | 3.5% |
| Value | Count | Frequency (%) |
| 23258 | 1 | < 0.1% |
| 4933 | 1 | < 0.1% |
| 9 | 818 | 3.5% |
| 8 | 793 | 3.4% |
| 7 | 1171 | |
| 6 | 1108 | |
| 5 | 1002 | 4.3% |
| 4 | 2208 | |
| 3 | 2508 | |
| 2 | 2330 |
Over18
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| Y | |
|---|---|
| 1 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23426 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 23424 | |
| 1 | 2 | < 0.1% |
| (Missing) | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 23424 | |
| 1 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 23424 | |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23426 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 23424 | |
| 1 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23426 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 23424 | |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23426 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 23424 | |
| 1 | 2 | < 0.1% |
OverTime
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 12 |
| Missing (%) | 0.1% |
| Memory size | 45.9 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| False | 16790 | |
| True | 6634 | 28.3% |
| (Missing) | 12 | 0.1% |
PercentSalaryHike
Categorical
HIGH CORRELATION 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 14 |
| Missing (%) | 0.1% |
| Memory size | 183.2 KiB |
| 11 | |
|---|---|
| 13 | |
| 14 | |
| 12 | |
| 15 | |
| Other values (12) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000427 |
| Min length | 2 |
Characters and Unicode
| Total characters | 46845 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 11 |
| 3rd row | 11 |
| 4th row | 11 |
| 5th row | 11 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 3353 | |
| 13 | 3345 | |
| 14 | 3216 | |
| 12 | 3125 | |
| 15 | 1596 | |
| 18 | 1408 | |
| 17 | 1312 | 5.6% |
| 16 | 1247 | 5.3% |
| 19 | 1214 | 5.2% |
| 22 | 889 | 3.8% |
| Other values (7) | 2717 |
Length
| Value | Count | Frequency (%) |
| 11 | 3353 | |
| 13 | 3345 | |
| 14 | 3216 | |
| 12 | 3125 | |
| 15 | 1596 | |
| 18 | 1408 | |
| 17 | 1312 | 5.6% |
| 16 | 1247 | 5.3% |
| 19 | 1214 | 5.2% |
| 22 | 889 | 3.8% |
| Other values (7) | 2717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 23936 | |
| 2 | 7618 | 16.3% |
| 3 | 3790 | 8.1% |
| 4 | 3556 | 7.6% |
| 5 | 1879 | 4.0% |
| 8 | 1408 | 3.0% |
| 7 | 1312 | 2.8% |
| 6 | 1247 | 2.7% |
| 9 | 1214 | 2.6% |
| 0 | 880 | 1.9% |
| Other values (5) | 5 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46845 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23936 | |
| 2 | 7618 | 16.3% |
| 3 | 3790 | 8.1% |
| 4 | 3556 | 7.6% |
| 5 | 1879 | 4.0% |
| 8 | 1408 | 3.0% |
| 7 | 1312 | 2.8% |
| 6 | 1247 | 2.7% |
| 9 | 1214 | 2.6% |
| 0 | 880 | 1.9% |
| Other values (5) | 5 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46845 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23936 | |
| 2 | 7618 | 16.3% |
| 3 | 3790 | 8.1% |
| 4 | 3556 | 7.6% |
| 5 | 1879 | 4.0% |
| 8 | 1408 | 3.0% |
| 7 | 1312 | 2.8% |
| 6 | 1247 | 2.7% |
| 9 | 1214 | 2.6% |
| 0 | 880 | 1.9% |
| Other values (5) | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46845 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23936 | |
| 2 | 7618 | 16.3% |
| 3 | 3790 | 8.1% |
| 4 | 3556 | 7.6% |
| 5 | 1879 | 4.0% |
| 8 | 1408 | 3.0% |
| 7 | 1312 | 2.8% |
| 6 | 1247 | 2.7% |
| 9 | 1214 | 2.6% |
| 0 | 880 | 1.9% |
| Other values (5) | 5 | < 0.1% |
PerformanceRating
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 11.0 | 1 |
| 13.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000854 |
| Min length | 3 |
Characters and Unicode
| Total characters | 70280 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 19791 | |
| 4.0 | 3633 | 15.5% |
| 11.0 | 1 | < 0.1% |
| 13.0 | 1 | < 0.1% |
| (Missing) | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 19791 | |
| 4.0 | 3633 | 15.5% |
| 11.0 | 1 | < 0.1% |
| 13.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 19792 | |
| 4 | 3633 | 5.2% |
| 1 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70280 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 19792 | |
| 4 | 3633 | 5.2% |
| 1 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70280 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 19792 | |
| 4 | 3633 | 5.2% |
| 1 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70280 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 19792 | |
| 4 | 3633 | 5.2% |
| 1 | 3 | < 0.1% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 70284 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 7316 | |
| 4.0 | 6888 | |
| 2.0 | 4844 | |
| 1.0 | 4380 | |
| (Missing) | 8 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 7316 | |
| 4.0 | 6888 | |
| 2.0 | 4844 | |
| 1.0 | 4380 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 23428 | |
| 0 | 23428 | |
| 3 | 7316 | 10.4% |
| 4 | 6888 | 9.8% |
| 2 | 4844 | 6.9% |
| 1 | 4380 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70284 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 23428 | |
| 0 | 23428 | |
| 3 | 7316 | 10.4% |
| 4 | 6888 | 9.8% |
| 2 | 4844 | 6.9% |
| 1 | 4380 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70284 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 23428 | |
| 0 | 23428 | |
| 3 | 7316 | 10.4% |
| 4 | 6888 | 9.8% |
| 2 | 4844 | 6.9% |
| 1 | 4380 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70284 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 23428 | |
| 0 | 23428 | |
| 3 | 7316 | 10.4% |
| 4 | 6888 | 9.8% |
| 2 | 4844 | 6.9% |
| 1 | 4380 | 6.2% |
StandardHours
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 80.0 | |
|---|---|
| 4.0 | 1 |
| 3.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.9999146 |
| Min length | 3 |
Characters and Unicode
| Total characters | 93702 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 80.0 |
|---|---|
| 2nd row | 80.0 |
| 3rd row | 80.0 |
| 4th row | 80.0 |
| 5th row | 80.0 |
Common Values
| Value | Count | Frequency (%) |
| 80.0 | 23424 | |
| 4.0 | 1 | < 0.1% |
| 3.0 | 1 | < 0.1% |
| (Missing) | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80.0 | 23424 | |
| 4.0 | 1 | < 0.1% |
| 3.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 46850 | |
| . | 23426 | |
| 8 | 23424 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93702 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 46850 | |
| . | 23426 | |
| 8 | 23424 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93702 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 46850 | |
| . | 23426 | |
| 8 | 23424 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93702 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 46850 | |
| . | 23426 | |
| 8 | 23424 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
StockOptionLevel
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 | |
| 80.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000854 |
| Min length | 3 |
Characters and Unicode
| Total characters | 70283 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10066 | |
| 1.0 | 9483 | |
| 2.0 | 2533 | 10.8% |
| 3.0 | 1343 | 5.7% |
| 80.0 | 2 | < 0.1% |
| (Missing) | 9 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10066 | |
| 1.0 | 9483 | |
| 2.0 | 2533 | 10.8% |
| 3.0 | 1343 | 5.7% |
| 80.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33495 | |
| . | 23427 | |
| 1 | 9483 | 13.5% |
| 2 | 2533 | 3.6% |
| 3 | 1343 | 1.9% |
| 8 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70283 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33495 | |
| . | 23427 | |
| 1 | 9483 | 13.5% |
| 2 | 2533 | 3.6% |
| 3 | 1343 | 1.9% |
| 8 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70283 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33495 | |
| . | 23427 | |
| 1 | 9483 | 13.5% |
| 2 | 2533 | 3.6% |
| 3 | 1343 | 1.9% |
| 8 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70283 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33495 | |
| . | 23427 | |
| 1 | 9483 | 13.5% |
| 2 | 2533 | 3.6% |
| 3 | 1343 | 1.9% |
| 8 | 2 | < 0.1% |
TotalWorkingYears
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.25922 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 211 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7723697 |
|---|---|
| Coefficient of variation (CV) | 0.69031157 |
| Kurtosis | 0.92676957 |
| Mean | 11.25922 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1172516 |
| Sum | 263781 |
| Variance | 60.409731 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 3241 | 13.8% |
| 6 | 1992 | 8.5% |
| 8 | 1653 | 7.1% |
| 9 | 1538 | 6.6% |
| 5 | 1396 | 6.0% |
| 7 | 1285 | 5.5% |
| 1 | 1284 | 5.5% |
| 4 | 992 | 4.2% |
| 12 | 757 | 3.2% |
| 3 | 670 | 2.9% |
| Other values (30) | 8620 |
| Value | Count | Frequency (%) |
| 0 | 211 | 0.9% |
| 1 | 1284 | |
| 2 | 485 | 2.1% |
| 3 | 670 | 2.9% |
| 4 | 992 | |
| 5 | 1396 | |
| 6 | 1992 | |
| 7 | 1285 | |
| 8 | 1653 | |
| 9 | 1538 |
| Value | Count | Frequency (%) |
| 40 | 37 | 0.2% |
| 38 | 16 | 0.1% |
| 37 | 56 | 0.2% |
| 36 | 92 | |
| 35 | 46 | 0.2% |
| 34 | 82 | |
| 33 | 110 | |
| 32 | 150 | |
| 31 | 148 | |
| 30 | 105 |
TrainingTimesLastYear
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8001708 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 871 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3085273 |
|---|---|
| Coefficient of variation (CV) | 0.4673027 |
| Kurtosis | 10.249696 |
| Mean | 2.8001708 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0425426 |
| Sum | 65594 |
| Variance | 1.7122438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 8725 | |
| 3 | 7806 | |
| 4 | 1970 | 8.4% |
| 5 | 1882 | 8.0% |
| 1 | 1126 | 4.8% |
| 6 | 1043 | 4.5% |
| 0 | 871 | 3.7% |
| 22 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| (Missing) | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 871 | 3.7% |
| 1 | 1126 | 4.8% |
| 2 | 8725 | |
| 3 | 7806 | |
| 4 | 1970 | 8.4% |
| 5 | 1882 | 8.0% |
| 6 | 1043 | 4.5% |
| 22 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 6 | 1043 | 4.5% |
| 5 | 1882 | 8.0% |
| 4 | 1970 | 8.4% |
| 3 | 7806 | |
| 2 | 8725 | |
| 1 | 1126 | 4.8% |
| 0 | 871 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 183.2 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 1270 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 70278 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 14238 | |
| 2.0 | 5479 | 23.4% |
| 4.0 | 2439 | 10.4% |
| 1.0 | 1270 | 5.4% |
| (Missing) | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 14238 | |
| 2.0 | 5479 | 23.4% |
| 4.0 | 2439 | 10.4% |
| 1.0 | 1270 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 14238 | |
| 2 | 5479 | 7.8% |
| 4 | 2439 | 3.5% |
| 1 | 1270 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 14238 | |
| 2 | 5479 | 7.8% |
| 4 | 2439 | 3.5% |
| 1 | 1270 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 14238 | |
| 2 | 5479 | 7.8% |
| 4 | 2439 | 3.5% |
| 1 | 1270 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 23426 | |
| 0 | 23426 | |
| 3 | 14238 | |
| 2 | 5479 | 7.8% |
| 4 | 2439 | 3.5% |
| 1 | 1270 | 1.8% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 13 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0108867 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 740 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.1383942 |
|---|---|
| Coefficient of variation (CV) | 0.87555176 |
| Kurtosis | 3.8952933 |
| Mean | 7.0108867 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7589009 |
| Sum | 164216 |
| Variance | 37.679883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 3112 | |
| 1 | 2718 | |
| 3 | 2030 | |
| 2 | 2008 | |
| 10 | 1928 | |
| 4 | 1755 | 7.5% |
| 7 | 1413 | 6.0% |
| 9 | 1295 | 5.5% |
| 8 | 1275 | 5.4% |
| 6 | 1219 | 5.2% |
| Other values (27) | 4670 |
| Value | Count | Frequency (%) |
| 0 | 740 | 3.2% |
| 1 | 2718 | |
| 2 | 2008 | |
| 3 | 2030 | |
| 4 | 1755 | |
| 5 | 3112 | |
| 6 | 1219 | 5.2% |
| 7 | 1413 | |
| 8 | 1275 | |
| 9 | 1295 |
| Value | Count | Frequency (%) |
| 40 | 15 | 0.1% |
| 37 | 16 | 0.1% |
| 36 | 32 | 0.1% |
| 34 | 16 | 0.1% |
| 33 | 85 | |
| 32 | 48 | |
| 31 | 48 | |
| 30 | 16 | 0.1% |
| 29 | 30 | 0.1% |
| 27 | 32 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 15 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2274455 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 3925 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6272842 |
|---|---|
| Coefficient of variation (CV) | 0.85803216 |
| Kurtosis | 0.48537702 |
| Mean | 4.2274455 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.91863465 |
| Sum | 99011 |
| Variance | 13.15719 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 5928 | |
| 0 | 3925 | |
| 7 | 3516 | |
| 3 | 2141 | 9.1% |
| 4 | 1635 | 7.0% |
| 8 | 1426 | 6.1% |
| 9 | 1074 | 4.6% |
| 1 | 887 | 3.8% |
| 5 | 594 | 2.5% |
| 6 | 591 | 2.5% |
| Other values (10) | 1704 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 3925 | |
| 1 | 887 | 3.8% |
| 2 | 5928 | |
| 3 | 2141 | 9.1% |
| 4 | 1635 | 7.0% |
| 5 | 594 | 2.5% |
| 6 | 591 | 2.5% |
| 7 | 3516 | |
| 8 | 1426 | 6.1% |
| 9 | 1074 | 4.6% |
| Value | Count | Frequency (%) |
| 22 | 1 | < 0.1% |
| 18 | 32 | 0.1% |
| 17 | 63 | 0.3% |
| 16 | 110 | 0.5% |
| 15 | 134 | 0.6% |
| 14 | 176 | 0.8% |
| 13 | 221 | |
| 12 | 149 | 0.6% |
| 11 | 359 | |
| 10 | 459 |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1838207 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 9271 |
| Zeros (%) | 39.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2186147 |
|---|---|
| Coefficient of variation (CV) | 1.4738457 |
| Kurtosis | 3.6231184 |
| Mean | 2.1838207 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9869325 |
| Sum | 51156 |
| Variance | 10.35948 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 5684 | |
| 2 | 2533 | 10.8% |
| 7 | 1215 | 5.2% |
| 4 | 961 | 4.1% |
| 3 | 843 | 3.6% |
| 5 | 713 | 3.0% |
| 6 | 508 | 2.2% |
| 11 | 377 | 1.6% |
| 8 | 284 | 1.2% |
| Other values (7) | 1036 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 5684 | |
| 2 | 2533 | 10.8% |
| 3 | 843 | 3.6% |
| 4 | 961 | 4.1% |
| 5 | 713 | 3.0% |
| 6 | 508 | 2.2% |
| 7 | 1215 | 5.2% |
| 8 | 284 | 1.2% |
| 9 | 271 | 1.2% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 15 | 206 | 0.9% |
| 14 | 144 | 0.6% |
| 13 | 158 | 0.7% |
| 12 | 160 | 0.7% |
| 11 | 377 | 1.6% |
| 10 | 96 | 0.4% |
| 9 | 271 | 1.2% |
| 8 | 284 | 1.2% |
| 7 | 1215 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1275769 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 4197 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5723794 |
|---|---|
| Coefficient of variation (CV) | 0.8654907 |
| Kurtosis | 0.16096225 |
| Mean | 4.1275769 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83161992 |
| Sum | 96705 |
| Variance | 12.761895 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 5461 | |
| 0 | 4197 | |
| 7 | 3439 | |
| 3 | 2254 | |
| 8 | 1696 | 7.2% |
| 4 | 1572 | 6.7% |
| 1 | 1219 | 5.2% |
| 9 | 1035 | 4.4% |
| 5 | 496 | 2.1% |
| 6 | 457 | 1.9% |
| Other values (8) | 1603 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 4197 | |
| 1 | 1219 | 5.2% |
| 2 | 5461 | |
| 3 | 2254 | |
| 4 | 1572 | 6.7% |
| 5 | 496 | 2.1% |
| 6 | 457 | 1.9% |
| 7 | 3439 | |
| 8 | 1696 | 7.2% |
| 9 | 1035 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 112 | 0.5% |
| 16 | 32 | 0.1% |
| 15 | 79 | 0.3% |
| 14 | 79 | 0.3% |
| 13 | 238 | 1.0% |
| 12 | 277 | 1.2% |
| 11 | 351 | 1.5% |
| 10 | 435 | 1.9% |
| 9 | 1035 | |
| 8 | 1696 |
Employee Source
Categorical
HIGH CORRELATION 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 12 |
| Missing (%) | 0.1% |
| Memory size | 183.2 KiB |
| Company Website | |
|---|---|
| Seek | |
| Indeed | |
| Jora | |
| Other values (7) |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 8.5622865 |
| Min length | 1 |
Characters and Unicode
| Total characters | 200563 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Referral |
|---|---|
| 2nd row | Referral |
| 3rd row | Referral |
| 4th row | Referral |
| 5th row | Referral |
Common Values
| Value | Count | Frequency (%) |
| Company Website | 5400 | |
| Seek | 3689 | |
| Indeed | 2529 | |
| Jora | 2422 | |
| 2339 | ||
| Recruit.net | 2322 | |
| GlassDoor | 2176 | |
| Adzuna | 2126 | 9.1% |
| Referral | 418 | 1.8% |
| Test | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 12 | 0.1% |
Length
| Value | Count | Frequency (%) |
| company | 5400 | |
| website | 5400 | |
| seek | 3689 | |
| indeed | 2529 | |
| jora | 2422 | |
| 2339 | ||
| recruit.net | 2322 | |
| glassdoor | 2176 | |
| adzuna | 2126 | 7.4% |
| referral | 418 | 1.5% |
| Other values (3) | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 31056 | |
| n | 17055 | 8.5% |
| a | 12542 | 6.3% |
| o | 12174 | 6.1% |
| i | 10061 | 5.0% |
| t | 10045 | 5.0% |
| s | 9753 | 4.9% |
| d | 9523 | 4.7% |
| r | 7756 | 3.9% |
| k | 6028 | 3.0% |
| Other values (25) | 74570 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200563 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 31056 | |
| n | 17055 | 8.5% |
| a | 12542 | 6.3% |
| o | 12174 | 6.1% |
| i | 10061 | 5.0% |
| t | 10045 | 5.0% |
| s | 9753 | 4.9% |
| d | 9523 | 4.7% |
| r | 7756 | 3.9% |
| k | 6028 | 3.0% |
| Other values (25) | 74570 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200563 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 31056 | |
| n | 17055 | 8.5% |
| a | 12542 | 6.3% |
| o | 12174 | 6.1% |
| i | 10061 | 5.0% |
| t | 10045 | 5.0% |
| s | 9753 | 4.9% |
| d | 9523 | 4.7% |
| r | 7756 | 3.9% |
| k | 6028 | 3.0% |
| Other values (25) | 74570 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200563 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 31056 | |
| n | 17055 | 8.5% |
| a | 12542 | 6.3% |
| o | 12174 | 6.1% |
| i | 10061 | 5.0% |
| t | 10045 | 5.0% |
| s | 9753 | 4.9% |
| d | 9523 | 4.7% |
| r | 7756 | 3.9% |
| k | 6028 | 3.0% |
| Other values (25) | 74570 |
| Age | Attrition | BusinessTravel | DailyRate | Department | Education | EducationField | Employee Source | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.226 | 0.087 | 0.010 | 0.050 | 0.205 | 0.038 | 0.048 | -0.009 | 0.028 | -0.007 | 0.158 | 0.095 | 0.040 | 0.074 | 0.024 | 0.054 | 0.000 | 0.041 | 0.061 | 0.013 | 0.047 | 0.000 | 0.088 | 0.306 | 0.013 | 0.043 | 0.107 | 0.089 | 0.076 | 0.084 |
| Attrition | 0.226 | 1.000 | 0.129 | 0.096 | 0.087 | 0.044 | 0.062 | 0.047 | 0.000 | 0.002 | 0.000 | 0.106 | 0.111 | 0.057 | 0.126 | 0.046 | 0.000 | 0.000 | 0.147 | 0.069 | 0.000 | 0.038 | 0.000 | 0.138 | 0.108 | 0.010 | 0.028 | 0.079 | 0.098 | 0.044 | 0.081 |
| BusinessTravel | 0.087 | 0.129 | 1.000 | 0.082 | 0.005 | 0.046 | 0.041 | 0.049 | 0.012 | 0.022 | 0.014 | 0.028 | 0.044 | 0.028 | 0.040 | 0.053 | 0.014 | 0.012 | 0.027 | 0.074 | 0.013 | 0.030 | 0.014 | 0.031 | 0.048 | 0.014 | 0.022 | 0.048 | 0.038 | 0.062 | 0.056 |
| DailyRate | 0.010 | 0.096 | 0.082 | 1.000 | 0.063 | -0.016 | 0.045 | 0.046 | 0.007 | 0.031 | 0.009 | 0.054 | 0.043 | 0.027 | 0.057 | -0.013 | 0.016 | 0.000 | 0.029 | 0.065 | 0.025 | 0.055 | 0.000 | 0.046 | 0.003 | -0.029 | 0.056 | -0.029 | -0.022 | -0.033 | -0.032 |
| Department | 0.050 | 0.087 | 0.005 | 0.063 | 1.000 | 0.578 | 0.622 | 0.578 | 0.707 | 0.578 | 0.707 | 0.095 | 0.688 | 0.409 | 0.409 | 0.026 | 0.707 | 0.707 | 0.500 | 0.580 | 0.577 | 0.017 | 0.707 | 0.409 | 0.040 | 0.577 | 0.026 | 0.029 | 0.578 | 0.578 | 0.042 |
| Education | 0.205 | 0.044 | 0.046 | -0.016 | 0.578 | 1.000 | 0.449 | 0.450 | -0.025 | 0.577 | 0.020 | 0.051 | 0.449 | 0.354 | 0.410 | -0.006 | 0.033 | 0.707 | 0.500 | 0.452 | 0.577 | 0.031 | 0.707 | 0.354 | 0.085 | -0.003 | 0.040 | 0.038 | 0.039 | 0.024 | 0.033 |
| EducationField | 0.038 | 0.062 | 0.041 | 0.045 | 0.622 | 0.449 | 1.000 | 0.379 | 0.707 | 0.577 | 0.707 | 0.036 | 0.384 | 0.354 | 0.408 | 0.023 | 0.707 | 0.707 | 0.500 | 0.379 | 0.577 | 0.029 | 0.707 | 0.354 | 0.026 | 0.578 | 0.021 | 0.029 | 0.379 | 0.379 | 0.035 |
| Employee Source | 0.048 | 0.047 | 0.049 | 0.046 | 0.578 | 0.450 | 0.379 | 1.000 | 1.000 | 0.816 | 1.000 | 0.067 | 0.452 | 0.504 | 0.582 | 0.058 | 1.000 | 1.000 | 0.708 | 0.434 | 0.817 | 0.072 | 1.000 | 0.507 | 0.072 | 0.817 | 0.069 | 0.068 | 0.339 | 0.338 | 0.075 |
| EnvironmentSatisfaction | -0.009 | 0.000 | 0.012 | 0.007 | 0.707 | -0.025 | 0.707 | 1.000 | 1.000 | 1.000 | -0.017 | 0.018 | 1.000 | 1.000 | 1.000 | 0.027 | -0.005 | 0.750 | 1.000 | 1.000 | 1.000 | 0.008 | 1.000 | 1.000 | -0.016 | 0.002 | 0.000 | -0.000 | 0.002 | 0.014 | -0.010 |
| Gender | 0.028 | 0.002 | 0.022 | 0.031 | 0.578 | 0.577 | 0.577 | 0.816 | 1.000 | 1.000 | 1.000 | 0.043 | 0.818 | 0.578 | 0.578 | 0.032 | 1.000 | 1.000 | 0.708 | 0.818 | 0.817 | 0.020 | 1.000 | 0.577 | 0.040 | 0.817 | 0.013 | 0.056 | 0.580 | 0.578 | 0.044 |
| JobInvolvement | -0.007 | 0.000 | 0.014 | 0.009 | 0.707 | 0.020 | 0.707 | 1.000 | -0.017 | 1.000 | 1.000 | 0.009 | 1.000 | 0.707 | 0.707 | -0.011 | 0.010 | 1.000 | 0.707 | 1.000 | 1.000 | 0.000 | 1.000 | 0.707 | 0.002 | 0.005 | 0.000 | 0.008 | 0.010 | -0.009 | 0.031 |
| JobLevel | 0.158 | 0.106 | 0.028 | 0.054 | 0.095 | 0.051 | 0.036 | 0.067 | 0.018 | 0.043 | 0.009 | 1.000 | 0.567 | 0.033 | 0.056 | 0.075 | 0.009 | 0.018 | 0.020 | 0.089 | 0.014 | 0.047 | 0.009 | 0.071 | 0.533 | 0.044 | 0.036 | 0.354 | 0.247 | 0.218 | 0.239 |
| JobRole | 0.095 | 0.111 | 0.044 | 0.043 | 0.688 | 0.449 | 0.384 | 0.452 | 1.000 | 0.818 | 1.000 | 0.567 | 1.000 | 0.503 | 0.582 | 0.055 | 1.000 | 1.000 | 0.708 | 0.455 | 0.817 | 0.076 | 1.000 | 0.504 | 0.278 | 0.817 | 0.075 | 0.185 | 0.359 | 0.355 | 0.128 |
| JobSatisfaction | 0.040 | 0.057 | 0.028 | 0.027 | 0.409 | 0.354 | 0.354 | 0.504 | 1.000 | 0.578 | 0.707 | 0.033 | 0.503 | 1.000 | 0.578 | 0.074 | 0.707 | 1.000 | 0.708 | 0.506 | 0.577 | 0.024 | 0.707 | 0.500 | 0.070 | 0.578 | 0.034 | 0.053 | 0.359 | 0.357 | 0.059 |
| MaritalStatus | 0.074 | 0.126 | 0.040 | 0.057 | 0.409 | 0.410 | 0.408 | 0.582 | 1.000 | 0.578 | 0.707 | 0.056 | 0.582 | 0.578 | 1.000 | 0.043 | 0.707 | 1.000 | 0.707 | 0.581 | 0.577 | 0.041 | 0.707 | 0.735 | 0.081 | 0.578 | 0.032 | 0.061 | 0.412 | 0.414 | 0.060 |
| MonthlyRate | 0.024 | 0.046 | 0.053 | -0.013 | 0.026 | -0.006 | 0.023 | 0.058 | 0.027 | 0.032 | -0.011 | 0.075 | 0.055 | 0.074 | 0.043 | 1.000 | 0.006 | 0.000 | 0.049 | 0.083 | 0.020 | 0.089 | 0.004 | 0.045 | 0.015 | -0.010 | 0.079 | -0.019 | 0.001 | -0.012 | -0.025 |
| NumCompaniesWorked | 0.054 | 0.000 | 0.014 | 0.016 | 0.707 | 0.033 | 0.707 | 1.000 | -0.005 | 1.000 | 0.010 | 0.009 | 1.000 | 0.707 | 0.707 | 0.006 | 1.000 | 1.000 | 0.707 | 1.000 | 1.000 | 0.000 | 1.000 | 0.707 | 0.063 | -0.005 | 0.000 | -0.127 | -0.082 | -0.052 | -0.101 |
| Over18 | 0.000 | 0.000 | 0.012 | 0.000 | 0.707 | 0.707 | 0.707 | 1.000 | 0.750 | 1.000 | 1.000 | 0.018 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.008 | 1.000 | 1.000 | 0.009 | 1.000 | 0.000 | 0.000 | 0.707 | 0.707 | 0.032 |
| OverTime | 0.041 | 0.147 | 0.027 | 0.029 | 0.500 | 0.500 | 0.500 | 0.708 | 1.000 | 0.708 | 0.707 | 0.020 | 0.708 | 0.708 | 0.707 | 0.049 | 0.707 | 1.000 | 1.000 | 0.709 | 0.707 | 0.035 | 0.707 | 0.708 | 0.039 | 0.708 | 0.024 | 0.056 | 0.504 | 0.501 | 0.046 |
| PercentSalaryHike | 0.061 | 0.069 | 0.074 | 0.065 | 0.580 | 0.452 | 0.379 | 0.434 | 1.000 | 0.818 | 1.000 | 0.089 | 0.455 | 0.506 | 0.581 | 0.083 | 1.000 | 1.000 | 0.709 | 1.000 | 0.864 | 0.103 | 1.000 | 0.503 | 0.097 | 0.818 | 0.079 | 0.087 | 0.347 | 0.348 | 0.091 |
| PerformanceRating | 0.013 | 0.000 | 0.013 | 0.025 | 0.577 | 0.577 | 0.577 | 0.817 | 1.000 | 0.817 | 1.000 | 0.014 | 0.817 | 0.577 | 0.577 | 0.020 | 1.000 | 1.000 | 0.707 | 0.864 | 1.000 | 0.008 | 1.000 | 0.577 | 0.017 | 0.816 | 0.013 | 0.014 | 0.578 | 0.578 | 0.037 |
| RelationshipSatisfaction | 0.047 | 0.038 | 0.030 | 0.055 | 0.017 | 0.031 | 0.029 | 0.072 | 0.008 | 0.020 | 0.000 | 0.047 | 0.076 | 0.024 | 0.041 | 0.089 | 0.000 | 0.008 | 0.035 | 0.103 | 0.008 | 1.000 | 0.000 | 0.055 | 0.084 | 0.014 | 0.038 | 0.062 | 0.081 | 0.089 | 0.053 |
| StandardHours | 0.000 | 0.000 | 0.014 | 0.000 | 0.707 | 0.707 | 0.707 | 1.000 | 1.000 | 1.000 | 1.000 | 0.009 | 1.000 | 0.707 | 0.707 | 0.004 | 1.000 | 1.000 | 0.707 | 1.000 | 1.000 | 0.000 | 1.000 | 0.707 | 0.000 | 1.000 | 0.000 | 0.000 | 0.707 | 0.707 | 0.033 |
| StockOptionLevel | 0.088 | 0.138 | 0.031 | 0.046 | 0.409 | 0.354 | 0.354 | 0.507 | 1.000 | 0.577 | 0.707 | 0.071 | 0.504 | 0.500 | 0.735 | 0.045 | 0.707 | 1.000 | 0.708 | 0.503 | 0.577 | 0.055 | 0.707 | 1.000 | 0.085 | 0.577 | 0.046 | 0.066 | 0.357 | 0.361 | 0.074 |
| TotalWorkingYears | 0.306 | 0.108 | 0.048 | 0.003 | 0.040 | 0.085 | 0.026 | 0.072 | -0.016 | 0.040 | 0.002 | 0.533 | 0.278 | 0.070 | 0.081 | 0.015 | 0.063 | 0.009 | 0.039 | 0.097 | 0.017 | 0.084 | 0.000 | 0.085 | 1.000 | -0.013 | 0.072 | 0.594 | 0.493 | 0.335 | 0.499 |
| TrainingTimesLastYear | 0.013 | 0.010 | 0.014 | -0.029 | 0.577 | -0.003 | 0.578 | 0.817 | 0.002 | 0.817 | 0.005 | 0.044 | 0.817 | 0.578 | 0.578 | -0.010 | -0.005 | 1.000 | 0.708 | 0.818 | 0.816 | 0.014 | 1.000 | 0.577 | -0.013 | 1.000 | 0.008 | 0.002 | 0.005 | 0.014 | -0.009 |
| WorkLifeBalance | 0.043 | 0.028 | 0.022 | 0.056 | 0.026 | 0.040 | 0.021 | 0.069 | 0.000 | 0.013 | 0.000 | 0.036 | 0.075 | 0.034 | 0.032 | 0.079 | 0.000 | 0.000 | 0.024 | 0.079 | 0.013 | 0.038 | 0.000 | 0.046 | 0.072 | 0.008 | 1.000 | 0.078 | 0.064 | 0.067 | 0.084 |
| YearsAtCompany | 0.107 | 0.079 | 0.048 | -0.029 | 0.029 | 0.038 | 0.029 | 0.068 | -0.000 | 0.056 | 0.008 | 0.354 | 0.185 | 0.053 | 0.061 | -0.019 | -0.127 | 0.000 | 0.056 | 0.087 | 0.014 | 0.062 | 0.000 | 0.066 | 0.594 | 0.002 | 0.078 | 1.000 | 0.854 | 0.522 | 0.845 |
| YearsInCurrentRole | 0.089 | 0.098 | 0.038 | -0.022 | 0.578 | 0.039 | 0.379 | 0.339 | 0.002 | 0.580 | 0.010 | 0.247 | 0.359 | 0.359 | 0.412 | 0.001 | -0.082 | 0.707 | 0.504 | 0.347 | 0.578 | 0.081 | 0.707 | 0.357 | 0.493 | 0.005 | 0.064 | 0.854 | 1.000 | 0.506 | 0.727 |
| YearsSinceLastPromotion | 0.076 | 0.044 | 0.062 | -0.033 | 0.578 | 0.024 | 0.379 | 0.338 | 0.014 | 0.578 | -0.009 | 0.218 | 0.355 | 0.357 | 0.414 | -0.012 | -0.052 | 0.707 | 0.501 | 0.348 | 0.578 | 0.089 | 0.707 | 0.361 | 0.335 | 0.014 | 0.067 | 0.522 | 0.506 | 1.000 | 0.471 |
| YearsWithCurrManager | 0.084 | 0.081 | 0.056 | -0.032 | 0.042 | 0.033 | 0.035 | 0.075 | -0.010 | 0.044 | 0.031 | 0.239 | 0.128 | 0.059 | 0.060 | -0.025 | -0.101 | 0.032 | 0.046 | 0.091 | 0.037 | 0.053 | 0.033 | 0.074 | 0.499 | -0.009 | 0.084 | 0.845 | 0.727 | 0.471 | 1.000 |
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | Application ID | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Employee Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 1 | 123456 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 1 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 1 | 123458 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 4.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 2 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 7 | 123462 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 3 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 8 | 123463 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 4.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 4 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 9 | 123464 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 5 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 10 | 123465 | 4.0 | Female | 33 | 3.0 | 4.0 | Manager | 3 | Divorced | 14756 | 19730.0 | 2.0 | Y | Yes | 14 | 3.0 | 3.0 | 80.0 | 3.0 | 21.0 | 2.0 | 3.0 | 5.0 | 0.0 | 0.0 | 2.0 | Company Website |
| 6 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 11 | 123466 | 1.0 | Female | 41 | 3.0 | 5.0 | Manager | 1 | Married | 19566 | 3854.0 | 5.0 | Y | No | 11 | 3.0 | 4.0 | 80.0 | 0.0 | 33.0 | 5.0 | 1.0 | 29.0 | 8.0 | 11.0 | 10.0 | Indeed |
| 7 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 13 | 123468 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 4.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 8 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 17 | 123472 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| 9 | 41.0 | Voluntary Resignation | Travel_Rarely | 1102.0 | Sales | 1 | 2.0 | Life Sciences | 1 | 18 | 123473 | 2.0 | Female | 94 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 4.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral |
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | Application ID | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Employee Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23426 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Life Sciences | 1 | 19332 | 142787.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Divorced | 10883 | 20467.0 | 0.0 | Y | No | 20 | 3.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | Company Website |
| 23427 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Medical | 1 | 19336 | 142791.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Single | 10883 | 20467.0 | 3.0 | Y | No | 20 | 4.0 | 3.0 | 80.0 | 1.0 | 20.0 | 2.0 | 3.0 | 20.0 | 7.0 | 2.0 | 13.0 | Company Website |
| 23428 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Life Sciences | 1 | 19337 | 142792.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Divorced | 10883 | 20467.0 | 0.0 | Y | No | 20 | 4.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | Company Website |
| 23429 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Medical | 1 | 19338 | 142793.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Divorced | 10883 | 20467.0 | 3.0 | Y | No | 20 | 3.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | Company Website |
| 23430 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Life Sciences | 1 | 19340 | 142795.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Divorced | 10883 | 20467.0 | 0.0 | Y | No | 20 | 3.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | Company Website |
| 23431 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Medical | 1 | 19344 | 142799.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Single | 10883 | 20467.0 | 3.0 | Y | No | 20 | 4.0 | 3.0 | 80.0 | 1.0 | 20.0 | 2.0 | 3.0 | 20.0 | 7.0 | 2.0 | 13.0 | Company Website |
| 23432 | 60.0 | Current employee | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Life Sciences | 1 | 19345 | 142800.0 | 3.0 | Male | 92 | 1.0 | 3.0 | Healthcare Representative | 4 | Divorced | 10883 | 20467.0 | 0.0 | Y | No | 20 | 4.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | Company Website |
| 23433 | NaN | Voluntary Resignation | Travel_Frequently | 1009.0 | Research & Development | 1.0 | 3.0 | Life Sciences | 1 | 16794 | 140249.0 | 4.0 | Male | 83 | 3.0 | 2.0 | Sales Executive | 3 | Married | 5301 | 2939.0 | 4.0 | Y | No | 15 | 3.0 | 3.0 | 80.0 | 2.0 | 4.0 | 2.0 | 2.0 | 2.0 | 1.0 | 2.0 | 2.0 | Adzuna |
| 23434 | NaN | Current employee | Travel_Rarely | 1354.0 | Research & Development | 5.0 | 3.0 | Medical | 1 | 1956 | 125411.0 | 3.0 | Female | 45 | 2.0 | 3.0 | Manager | 1 | Single | 11631 | 5615.0 | 2.0 | Y | No | 12 | 3.0 | 4.0 | 80.0 | 0.0 | 14.0 | 6.0 | 3.0 | 11.0 | 10.0 | 5.0 | 8.0 | Indeed |
| 23435 | NaN | Current employee | Non-Travel | 1142.0 | Research & Development | 8.0 | 2.0 | Life Sciences | 1 | 17587 | 141042.0 | 4.0 | Male | 72 | 3.0 | 2.0 | Healthcare Representative | 4 | Divorced | 4069 | 8841.0 | 3.0 | Y | Yes | 18 | 3.0 | 3.0 | 80.0 | 0.0 | 8.0 | 2.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | Recruit.net |
Most frequently occurring
| Age | Attrition | BusinessTravel | DailyRate | Department | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Employee Source | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 21.0 | Current employee | Travel_Rarely | 391.0 | Research & Development | 2.0 | Life Sciences | 816 | 1.0 | Male | 39 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 10558.0 | 1.0 | Y | No | 12 | 4.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 1 | 21.0 | Current employee | Travel_Rarely | 391.0 | Research & Development | 2.0 | Life Sciences | 819 | 3.0 | Male | 39 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 7324.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 2 | 21.0 | Current employee | Travel_Rarely | 391.0 | Research & Development | 2.0 | Medical | 817 | 1.0 | Male | 39 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 10558.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 3 | 26.0 | Voluntary Resignation | Travel_Rarely | 1357.0 | Research & Development | 3.0 | Life Sciences | 813 | 1.0 | Male | 48 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 21534.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 4 | 26.0 | Voluntary Resignation | Travel_Rarely | 1357.0 | Research & Development | 3.0 | Life Sciences | 815 | 1.0 | Male | 48 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 10558.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 5 | 26.0 | Voluntary Resignation | Travel_Rarely | 1357.0 | Research & Development | 3.0 | Technical Degree | 814 | 1.0 | Male | 48 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 26009.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 6 | 26.0 | Voluntary Resignation | Travel_Rarely | 1357.0 | Research & Development | 3.0 | Technical Degree | 818 | 1.0 | Male | 48 | 1.0 | 1.0 | Laboratory Technician | 3 | Single | 2293 | 10558.0 | 1.0 | Y | No | 12 | 3.0 | 3.0 | 80.0 | 0.0 | 1.0 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | Seek | 2 |
| 7 | 32.0 | Current employee | Non-Travel | 953.0 | Research & Development | 4.0 | Life Sciences | 23244 | 4.0 | Female | 100 | 2.0 | 2.0 | Sales Executive | 4 | Married | 6652 | 14369.0 | 5.0 | Y | No | 13 | 3.0 | 1.0 | 80.0 | 1.0 | 8.0 | 2.0 | 2.0 | 6.0 | 3.0 | 0.0 | 0.0 | Seek | 2 |
| 8 | 37.0 | Voluntary Resignation | Travel_Rarely | 807.0 | Human Resources | 4.0 | Human Resources | 1 | 1.0 | Female | 37 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 4.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral | 2 |
| 9 | 37.0 | Voluntary Resignation | Travel_Rarely | 807.0 | Human Resources | 4.0 | Human Resources | 5 | 1.0 | Female | 37 | 3.0 | 2.0 | Sales Executive | 4 | Single | 5993 | 19479.0 | 8.0 | Y | Yes | 11 | 3.0 | 1.0 | 80.0 | 0.0 | 8.0 | 0.0 | 1.0 | 6.0 | 4.0 | 0.0 | 5.0 | Referral | 2 |